Dataset statistics
| Number of variables | 20 |
|---|---|
| Number of observations | 4250 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 664.2 KiB |
| Average record size in memory | 160.0 B |
Variable types
| Categorical | 2 |
|---|---|
| Numeric | 15 |
| Boolean | 3 |
state has a high cardinality: 51 distinct values | High cardinality |
number_vmail_messages is highly overall correlated with voice_mail_plan | High correlation |
total_day_minutes is highly overall correlated with total_day_charge | High correlation |
total_day_charge is highly overall correlated with total_day_minutes | High correlation |
total_eve_minutes is highly overall correlated with total_eve_charge | High correlation |
total_eve_charge is highly overall correlated with total_eve_minutes | High correlation |
total_night_minutes is highly overall correlated with total_night_charge | High correlation |
total_night_charge is highly overall correlated with total_night_minutes | High correlation |
total_intl_minutes is highly overall correlated with total_intl_charge | High correlation |
total_intl_charge is highly overall correlated with total_intl_minutes | High correlation |
voice_mail_plan is highly overall correlated with number_vmail_messages | High correlation |
international_plan is highly imbalanced (55.3%) | Imbalance |
number_vmail_messages has 3139 (73.9%) zeros | Zeros |
number_customer_service_calls has 886 (20.8%) zeros | Zeros |
Reproduction
| Analysis started | 2023-12-27 15:39:33.224335 |
|---|---|
| Analysis finished | 2023-12-27 15:40:52.494919 |
| Duration | 1 minute and 19.27 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
state
Categorical
| Distinct | 51 |
|---|---|
| Distinct (%) | 1.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| WV | 139 |
|---|---|
| MN | 108 |
| ID | 106 |
| AL | 101 |
| VA | 100 |
| Other values (46) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 8500 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | OH |
|---|---|
| 2nd row | NJ |
| 3rd row | OH |
| 4th row | OK |
| 5th row | MA |
Common Values
| Value | Count | Frequency (%) |
| WV | 139 | 3.3% |
| MN | 108 | 2.5% |
| ID | 106 | 2.5% |
| AL | 101 | 2.4% |
| VA | 100 | 2.4% |
| OR | 99 | 2.3% |
| TX | 98 | 2.3% |
| UT | 97 | 2.3% |
| NY | 96 | 2.3% |
| NJ | 96 | 2.3% |
| Other values (41) | 3210 |
Length
| Value | Count | Frequency (%) |
| wv | 139 | 3.3% |
| mn | 108 | 2.5% |
| id | 106 | 2.5% |
| al | 101 | 2.4% |
| va | 100 | 2.4% |
| or | 99 | 2.3% |
| tx | 98 | 2.3% |
| ut | 97 | 2.3% |
| ny | 96 | 2.3% |
| nj | 96 | 2.3% |
| Other values (41) | 3210 |
Most occurring characters
| Value | Count | Frequency (%) |
| N | 921 | 10.8% |
| A | 880 | 10.4% |
| M | 779 | 9.2% |
| I | 675 | 7.9% |
| T | 528 | 6.2% |
| D | 486 | 5.7% |
| O | 432 | 5.1% |
| C | 431 | 5.1% |
| V | 408 | 4.8% |
| W | 408 | 4.8% |
| Other values (14) | 2552 |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 8500 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| N | 921 | 10.8% |
| A | 880 | 10.4% |
| M | 779 | 9.2% |
| I | 675 | 7.9% |
| T | 528 | 6.2% |
| D | 486 | 5.7% |
| O | 432 | 5.1% |
| C | 431 | 5.1% |
| V | 408 | 4.8% |
| W | 408 | 4.8% |
| Other values (14) | 2552 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 8500 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| N | 921 | 10.8% |
| A | 880 | 10.4% |
| M | 779 | 9.2% |
| I | 675 | 7.9% |
| T | 528 | 6.2% |
| D | 486 | 5.7% |
| O | 432 | 5.1% |
| C | 431 | 5.1% |
| V | 408 | 4.8% |
| W | 408 | 4.8% |
| Other values (14) | 2552 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 8500 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| N | 921 | 10.8% |
| A | 880 | 10.4% |
| M | 779 | 9.2% |
| I | 675 | 7.9% |
| T | 528 | 6.2% |
| D | 486 | 5.7% |
| O | 432 | 5.1% |
| C | 431 | 5.1% |
| V | 408 | 4.8% |
| W | 408 | 4.8% |
| Other values (14) | 2552 |
account_length
Real number (ℝ)
| Distinct | 215 |
|---|---|
| Distinct (%) | 5.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.23624 |
| Minimum | 1 |
|---|---|
| Maximum | 243 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 35.45 |
| Q1 | 73 |
| median | 100 |
| Q3 | 127 |
| 95-th percentile | 167 |
| Maximum | 243 |
| Range | 242 |
| Interquartile range (IQR) | 54 |
Descriptive statistics
| Standard deviation | 39.698401 |
|---|---|
| Coefficient of variation (CV) | 0.3960484 |
| Kurtosis | -0.13217477 |
| Mean | 100.23624 |
| Median Absolute Deviation (MAD) | 27 |
| Skewness | 0.12232732 |
| Sum | 426004 |
| Variance | 1575.963 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 90 | 53 | 1.2% |
| 87 | 51 | 1.2% |
| 93 | 50 | 1.2% |
| 105 | 48 | 1.1% |
| 100 | 48 | 1.1% |
| 120 | 48 | 1.1% |
| 116 | 47 | 1.1% |
| 98 | 47 | 1.1% |
| 127 | 47 | 1.1% |
| 112 | 46 | 1.1% |
| Other values (205) | 3765 |
| Value | Count | Frequency (%) |
| 1 | 7 | |
| 2 | 2 | < 0.1% |
| 3 | 7 | |
| 4 | 2 | < 0.1% |
| 5 | 2 | < 0.1% |
| 6 | 2 | < 0.1% |
| 7 | 5 | |
| 8 | 1 | < 0.1% |
| 9 | 2 | < 0.1% |
| 10 | 3 |
| Value | Count | Frequency (%) |
| 243 | 1 | < 0.1% |
| 232 | 2 | |
| 225 | 2 | |
| 224 | 2 | |
| 222 | 2 | |
| 221 | 1 | < 0.1% |
| 217 | 3 | |
| 216 | 1 | < 0.1% |
| 215 | 1 | < 0.1% |
| 212 | 1 | < 0.1% |
area_code
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 33.3 KiB |
| area_code_415 | |
|---|---|
| area_code_408 | |
| area_code_510 |
Length
| Max length | 13 |
|---|---|
| Median length | 13 |
| Mean length | 13 |
| Min length | 13 |
Characters and Unicode
| Total characters | 55250 |
|---|---|
| Distinct characters | 12 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | area_code_415 |
|---|---|
| 2nd row | area_code_415 |
| 3rd row | area_code_408 |
| 4th row | area_code_415 |
| 5th row | area_code_510 |
Common Values
| Value | Count | Frequency (%) |
| area_code_415 | 2108 | |
| area_code_408 | 1086 | |
| area_code_510 | 1056 |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| area_code_415 | 2108 | |
| area_code_408 | 1086 | |
| area_code_510 | 1056 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 8500 | |
| e | 8500 | |
| _ | 8500 | |
| r | 4250 | |
| c | 4250 | |
| o | 4250 | |
| d | 4250 | |
| 4 | 3194 | 5.8% |
| 1 | 3164 | 5.7% |
| 5 | 3164 | 5.7% |
| Other values (2) | 3228 | 5.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 34000 | |
| Decimal Number | 12750 | 23.1% |
| Connector Punctuation | 8500 | 15.4% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 8500 | |
| e | 8500 | |
| r | 4250 | |
| c | 4250 | |
| o | 4250 | |
| d | 4250 |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 3194 | |
| 1 | 3164 | |
| 5 | 3164 | |
| 0 | 2142 | |
| 8 | 1086 | 8.5% |
Connector Punctuation
| Value | Count | Frequency (%) |
| _ | 8500 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 34000 | |
| Common | 21250 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 8500 | |
| e | 8500 | |
| r | 4250 | |
| c | 4250 | |
| o | 4250 | |
| d | 4250 |
Common
| Value | Count | Frequency (%) |
| _ | 8500 | |
| 4 | 3194 | 15.0% |
| 1 | 3164 | 14.9% |
| 5 | 3164 | 14.9% |
| 0 | 2142 | 10.1% |
| 8 | 1086 | 5.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 55250 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 8500 | |
| e | 8500 | |
| _ | 8500 | |
| r | 4250 | |
| c | 4250 | |
| o | 4250 | |
| d | 4250 | |
| 4 | 3194 | 5.8% |
| 1 | 3164 | 5.7% |
| 5 | 3164 | 5.7% |
| Other values (2) | 3228 | 5.8% |
international_plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3854 | |
| True | 396 | 9.3% |
voice_mail_plan
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3138 | |
| True | 1112 | 26.2% |
number_vmail_messages
Real number (ℝ)
HIGH CORRELATION  ZEROS 
| Distinct | 46 |
|---|---|
| Distinct (%) | 1.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6317647 |
| Minimum | 0 |
|---|---|
| Maximum | 52 |
| Zeros | 3139 |
| Zeros (%) | 73.9% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 16 |
| 95-th percentile | 36 |
| Maximum | 52 |
| Range | 52 |
| Interquartile range (IQR) | 16 |
Descriptive statistics
| Standard deviation | 13.439882 |
|---|---|
| Coefficient of variation (CV) | 1.7610451 |
| Kurtosis | 0.27303834 |
| Mean | 7.6317647 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.373091 |
| Sum | 32435 |
| Variance | 180.63043 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 3139 | |
| 31 | 69 | 1.6% |
| 28 | 58 | 1.4% |
| 24 | 57 | 1.3% |
| 29 | 57 | 1.3% |
| 33 | 55 | 1.3% |
| 27 | 54 | 1.3% |
| 26 | 53 | 1.2% |
| 30 | 47 | 1.1% |
| 32 | 47 | 1.1% |
| Other values (36) | 614 | 14.4% |
| Value | Count | Frequency (%) |
| 0 | 3139 | |
| 4 | 1 | < 0.1% |
| 6 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 10 | 4 | 0.1% |
| 11 | 2 | < 0.1% |
| 12 | 10 | 0.2% |
| 13 | 3 | 0.1% |
| 14 | 7 | 0.2% |
| 15 | 12 | 0.3% |
| Value | Count | Frequency (%) |
| 52 | 1 | < 0.1% |
| 50 | 2 | < 0.1% |
| 49 | 3 | 0.1% |
| 48 | 4 | 0.1% |
| 47 | 4 | 0.1% |
| 46 | 7 | |
| 45 | 10 | |
| 44 | 7 | |
| 43 | 13 | |
| 42 | 17 |
total_day_minutes
Real number (ℝ)
| Distinct | 1843 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180.2596 |
| Minimum | 0 |
|---|---|
| Maximum | 351.5 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 91.59 |
| Q1 | 143.325 |
| median | 180.45 |
| Q3 | 216.2 |
| 95-th percentile | 271.055 |
| Maximum | 351.5 |
| Range | 351.5 |
| Interquartile range (IQR) | 72.875 |
Descriptive statistics
| Standard deviation | 54.012373 |
|---|---|
| Coefficient of variation (CV) | 0.2996366 |
| Kurtosis | -0.056709716 |
| Mean | 180.2596 |
| Median Absolute Deviation (MAD) | 36.6 |
| Skewness | -0.0069102298 |
| Sum | 766103.3 |
| Variance | 2917.3365 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 189.3 | 10 | 0.2% |
| 180 | 9 | 0.2% |
| 154 | 8 | 0.2% |
| 177.1 | 8 | 0.2% |
| 184.5 | 8 | 0.2% |
| 209.9 | 7 | 0.2% |
| 189.8 | 7 | 0.2% |
| 138.7 | 7 | 0.2% |
| 165.4 | 7 | 0.2% |
| 174 | 7 | 0.2% |
| Other values (1833) | 4172 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 2.6 | 1 | |
| 6.6 | 1 | |
| 7.2 | 1 | |
| 7.8 | 1 | |
| 7.9 | 1 | |
| 25.9 | 1 | |
| 27 | 1 | |
| 29.9 | 1 | |
| 30.9 | 1 |
| Value | Count | Frequency (%) |
| 351.5 | 1 | |
| 346.8 | 1 | |
| 345.3 | 1 | |
| 338.4 | 1 | |
| 337.4 | 1 | |
| 335.5 | 1 | |
| 334.3 | 1 | |
| 332.9 | 1 | |
| 332.1 | 1 | |
| 329.8 | 1 |
total_day_calls
Real number (ℝ)
| Distinct | 120 |
|---|---|
| Distinct (%) | 2.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.907294 |
| Minimum | 0 |
|---|---|
| Maximum | 165 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 133 |
| Maximum | 165 |
| Range | 165 |
| Interquartile range (IQR) | 26 |
Descriptive statistics
| Standard deviation | 19.850817 |
|---|---|
| Coefficient of variation (CV) | 0.19869237 |
| Kurtosis | 0.19359365 |
| Mean | 99.907294 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.085812463 |
| Sum | 424606 |
| Variance | 394.05495 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 101 | 2.4% |
| 95 | 97 | 2.3% |
| 110 | 92 | 2.2% |
| 94 | 92 | 2.2% |
| 112 | 90 | 2.1% |
| 102 | 89 | 2.1% |
| 97 | 88 | 2.1% |
| 107 | 87 | 2.0% |
| 100 | 85 | 2.0% |
| 101 | 84 | 2.0% |
| Other values (110) | 3345 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 30 | 1 | < 0.1% |
| 34 | 1 | < 0.1% |
| 35 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 40 | 2 | |
| 42 | 1 | < 0.1% |
| 44 | 4 | |
| 45 | 3 | |
| 46 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 165 | 1 | < 0.1% |
| 160 | 2 | < 0.1% |
| 158 | 2 | < 0.1% |
| 157 | 2 | < 0.1% |
| 156 | 3 | 0.1% |
| 152 | 2 | < 0.1% |
| 151 | 6 | |
| 150 | 3 | 0.1% |
| 148 | 6 | |
| 147 | 8 |
total_day_charge
Real number (ℝ)
| Distinct | 1843 |
|---|---|
| Distinct (%) | 43.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 30.644682 |
| Minimum | 0 |
|---|---|
| Maximum | 59.76 |
| Zeros | 2 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 15.5735 |
| Q1 | 24.365 |
| median | 30.68 |
| Q3 | 36.75 |
| 95-th percentile | 46.081 |
| Maximum | 59.76 |
| Range | 59.76 |
| Interquartile range (IQR) | 12.385 |
Descriptive statistics
| Standard deviation | 9.182096 |
|---|---|
| Coefficient of variation (CV) | 0.29963097 |
| Kurtosis | -0.056584435 |
| Mean | 30.644682 |
| Median Absolute Deviation (MAD) | 6.225 |
| Skewness | -0.0069125262 |
| Sum | 130239.9 |
| Variance | 84.310888 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 32.18 | 10 | 0.2% |
| 30.6 | 9 | 0.2% |
| 26.18 | 8 | 0.2% |
| 30.11 | 8 | 0.2% |
| 31.37 | 8 | 0.2% |
| 35.68 | 7 | 0.2% |
| 32.27 | 7 | 0.2% |
| 23.58 | 7 | 0.2% |
| 28.12 | 7 | 0.2% |
| 29.58 | 7 | 0.2% |
| Other values (1833) | 4172 |
| Value | Count | Frequency (%) |
| 0 | 2 | |
| 0.44 | 1 | |
| 1.12 | 1 | |
| 1.22 | 1 | |
| 1.33 | 1 | |
| 1.34 | 1 | |
| 4.4 | 1 | |
| 4.59 | 1 | |
| 5.08 | 1 | |
| 5.25 | 1 |
| Value | Count | Frequency (%) |
| 59.76 | 1 | |
| 58.96 | 1 | |
| 58.7 | 1 | |
| 57.53 | 1 | |
| 57.36 | 1 | |
| 57.04 | 1 | |
| 56.83 | 1 | |
| 56.59 | 1 | |
| 56.46 | 1 | |
| 56.07 | 1 |
total_eve_minutes
Real number (ℝ)
| Distinct | 1773 |
|---|---|
| Distinct (%) | 41.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.17391 |
| Minimum | 0 |
|---|---|
| Maximum | 359.3 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.2 |
| Q1 | 165.925 |
| median | 200.7 |
| Q3 | 233.775 |
| 95-th percentile | 282.71 |
| Maximum | 359.3 |
| Range | 359.3 |
| Interquartile range (IQR) | 67.85 |
Descriptive statistics
| Standard deviation | 50.249518 |
|---|---|
| Coefficient of variation (CV) | 0.25102931 |
| Kurtosis | 0.043453202 |
| Mean | 200.17391 |
| Median Absolute Deviation (MAD) | 33.7 |
| Skewness | -0.030414586 |
| Sum | 850739.1 |
| Variance | 2525.0141 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 230.9 | 10 | 0.2% |
| 199.7 | 9 | 0.2% |
| 194 | 9 | 0.2% |
| 187.5 | 9 | 0.2% |
| 169.9 | 9 | 0.2% |
| 195.5 | 8 | 0.2% |
| 221.1 | 8 | 0.2% |
| 223.5 | 8 | 0.2% |
| 211.5 | 8 | 0.2% |
| 230 | 8 | 0.2% |
| Other values (1763) | 4164 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 22.3 | 1 | |
| 37.8 | 1 | |
| 41.7 | 1 | |
| 42.2 | 1 | |
| 42.5 | 1 | |
| 43.9 | 1 | |
| 47.3 | 1 | |
| 48.1 | 1 | |
| 49.2 | 1 |
| Value | Count | Frequency (%) |
| 359.3 | 1 | |
| 352.1 | 1 | |
| 351.6 | 1 | |
| 349.4 | 1 | |
| 348.5 | 1 | |
| 347.3 | 1 | |
| 345.1 | 1 | |
| 344.9 | 1 | |
| 344 | 1 | |
| 341.3 | 1 |
total_eve_calls
Real number (ℝ)
| Distinct | 123 |
|---|---|
| Distinct (%) | 2.9% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 100.17647 |
| Minimum | 0 |
|---|---|
| Maximum | 170 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 87 |
| median | 100 |
| Q3 | 114 |
| 95-th percentile | 133 |
| Maximum | 170 |
| Range | 170 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 19.908591 |
|---|---|
| Coefficient of variation (CV) | 0.1987352 |
| Kurtosis | 0.11459972 |
| Mean | 100.17647 |
| Median Absolute Deviation (MAD) | 13 |
| Skewness | -0.020811824 |
| Sum | 425750 |
| Variance | 396.352 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 98 | 2.3% |
| 103 | 96 | 2.3% |
| 91 | 95 | 2.2% |
| 97 | 91 | 2.1% |
| 108 | 88 | 2.1% |
| 94 | 88 | 2.1% |
| 96 | 88 | 2.1% |
| 88 | 87 | 2.0% |
| 101 | 86 | 2.0% |
| 104 | 85 | 2.0% |
| Other values (113) | 3348 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 12 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 1 | < 0.1% |
| 43 | 1 | < 0.1% |
| 44 | 2 | < 0.1% |
| 45 | 1 | < 0.1% |
| 46 | 5 | |
| 47 | 1 | < 0.1% |
| 48 | 6 |
| Value | Count | Frequency (%) |
| 170 | 1 | < 0.1% |
| 169 | 1 | < 0.1% |
| 168 | 1 | < 0.1% |
| 159 | 1 | < 0.1% |
| 157 | 1 | < 0.1% |
| 156 | 1 | < 0.1% |
| 155 | 5 | |
| 154 | 3 | |
| 153 | 1 | < 0.1% |
| 152 | 6 |
total_eve_charge
Real number (ℝ)
| Distinct | 1572 |
|---|---|
| Distinct (%) | 37.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 17.015012 |
| Minimum | 0 |
|---|---|
| Maximum | 30.54 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10.05 |
| Q1 | 14.1025 |
| median | 17.06 |
| Q3 | 19.8675 |
| 95-th percentile | 24.031 |
| Maximum | 30.54 |
| Range | 30.54 |
| Interquartile range (IQR) | 5.765 |
Descriptive statistics
| Standard deviation | 4.271212 |
|---|---|
| Coefficient of variation (CV) | 0.2510261 |
| Kurtosis | 0.043329494 |
| Mean | 17.015012 |
| Median Absolute Deviation (MAD) | 2.86 |
| Skewness | -0.030387891 |
| Sum | 72313.8 |
| Variance | 18.243252 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 14.25 | 13 | 0.3% |
| 18.79 | 13 | 0.3% |
| 16.12 | 13 | 0.3% |
| 15.9 | 12 | 0.3% |
| 16.97 | 12 | 0.3% |
| 18.96 | 11 | 0.3% |
| 17.09 | 10 | 0.2% |
| 16.8 | 10 | 0.2% |
| 19.63 | 10 | 0.2% |
| 17.54 | 9 | 0.2% |
| Other values (1562) | 4137 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.9 | 1 | |
| 3.21 | 1 | |
| 3.54 | 1 | |
| 3.59 | 1 | |
| 3.61 | 1 | |
| 3.73 | 1 | |
| 4.02 | 1 | |
| 4.09 | 1 | |
| 4.18 | 1 |
| Value | Count | Frequency (%) |
| 30.54 | 1 | |
| 29.93 | 1 | |
| 29.89 | 1 | |
| 29.7 | 1 | |
| 29.62 | 1 | |
| 29.52 | 1 | |
| 29.33 | 1 | |
| 29.32 | 1 | |
| 29.24 | 1 | |
| 29.01 | 1 |
total_night_minutes
Real number (ℝ)
| Distinct | 1757 |
|---|---|
| Distinct (%) | 41.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 200.52788 |
| Minimum | 0 |
|---|---|
| Maximum | 395 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 118.09 |
| Q1 | 167.225 |
| median | 200.45 |
| Q3 | 234.7 |
| 95-th percentile | 282.71 |
| Maximum | 395 |
| Range | 395 |
| Interquartile range (IQR) | 67.475 |
Descriptive statistics
| Standard deviation | 50.353548 |
|---|---|
| Coefficient of variation (CV) | 0.25110497 |
| Kurtosis | 0.11485358 |
| Mean | 200.52788 |
| Median Absolute Deviation (MAD) | 33.55 |
| Skewness | 0.0084908193 |
| Sum | 852243.5 |
| Variance | 2535.4798 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 186.2 | 11 | 0.3% |
| 208.9 | 10 | 0.2% |
| 240 | 8 | 0.2% |
| 224.7 | 8 | 0.2% |
| 190.5 | 8 | 0.2% |
| 228.1 | 8 | 0.2% |
| 194.3 | 8 | 0.2% |
| 193.6 | 8 | 0.2% |
| 221.7 | 8 | 0.2% |
| 169.4 | 8 | 0.2% |
| Other values (1747) | 4165 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 23.2 | 1 | |
| 43.7 | 1 | |
| 45 | 1 | |
| 46.7 | 1 | |
| 47.4 | 1 | |
| 50.1 | 2 | |
| 53.3 | 1 | |
| 54 | 1 | |
| 54.5 | 1 |
| Value | Count | Frequency (%) |
| 395 | 1 | |
| 381.9 | 1 | |
| 381.6 | 1 | |
| 377.5 | 1 | |
| 367.7 | 1 | |
| 364.9 | 1 | |
| 359.9 | 1 | |
| 355.1 | 1 | |
| 352.5 | 1 | |
| 352.2 | 1 |
total_night_calls
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | 3.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 99.839529 |
| Minimum | 0 |
|---|---|
| Maximum | 175 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 67 |
| Q1 | 86 |
| median | 100 |
| Q3 | 113 |
| 95-th percentile | 132 |
| Maximum | 175 |
| Range | 175 |
| Interquartile range (IQR) | 27 |
Descriptive statistics
| Standard deviation | 20.09322 |
|---|---|
| Coefficient of variation (CV) | 0.20125515 |
| Kurtosis | 0.077218359 |
| Mean | 99.839529 |
| Median Absolute Deviation (MAD) | 14 |
| Skewness | 0.0052731102 |
| Sum | 424318 |
| Variance | 403.73748 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 105 | 100 | 2.4% |
| 99 | 92 | 2.2% |
| 95 | 91 | 2.1% |
| 102 | 90 | 2.1% |
| 94 | 88 | 2.1% |
| 91 | 88 | 2.1% |
| 98 | 87 | 2.0% |
| 104 | 87 | 2.0% |
| 100 | 86 | 2.0% |
| 109 | 85 | 2.0% |
| Other values (118) | 3356 |
| Value | Count | Frequency (%) |
| 0 | 1 | < 0.1% |
| 33 | 1 | < 0.1% |
| 36 | 1 | < 0.1% |
| 38 | 2 | |
| 40 | 1 | < 0.1% |
| 41 | 1 | < 0.1% |
| 42 | 4 | |
| 43 | 1 | < 0.1% |
| 44 | 1 | < 0.1% |
| 46 | 3 |
| Value | Count | Frequency (%) |
| 175 | 1 | |
| 170 | 1 | |
| 165 | 1 | |
| 164 | 1 | |
| 161 | 1 | |
| 160 | 1 | |
| 159 | 2 | |
| 158 | 2 | |
| 157 | 2 | |
| 156 | 2 |
total_night_charge
Real number (ℝ)
| Distinct | 992 |
|---|---|
| Distinct (%) | 23.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 9.0238918 |
| Minimum | 0 |
|---|---|
| Maximum | 17.77 |
| Zeros | 1 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.3145 |
| Q1 | 7.5225 |
| median | 9.02 |
| Q3 | 10.56 |
| 95-th percentile | 12.7255 |
| Maximum | 17.77 |
| Range | 17.77 |
| Interquartile range (IQR) | 3.0375 |
Descriptive statistics
| Standard deviation | 2.2659218 |
|---|---|
| Coefficient of variation (CV) | 0.2511025 |
| Kurtosis | 0.11486517 |
| Mean | 9.0238918 |
| Median Absolute Deviation (MAD) | 1.51 |
| Skewness | 0.008444754 |
| Sum | 38351.54 |
| Variance | 5.1344017 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 9.4 | 18 | 0.4% |
| 10.8 | 17 | 0.4% |
| 9.63 | 17 | 0.4% |
| 8.15 | 17 | 0.4% |
| 9.66 | 16 | 0.4% |
| 9.76 | 15 | 0.4% |
| 8.82 | 15 | 0.4% |
| 10.49 | 15 | 0.4% |
| 7.69 | 14 | 0.3% |
| 8.57 | 14 | 0.3% |
| Other values (982) | 4092 |
| Value | Count | Frequency (%) |
| 0 | 1 | |
| 1.04 | 1 | |
| 1.97 | 1 | |
| 2.03 | 1 | |
| 2.1 | 1 | |
| 2.13 | 1 | |
| 2.25 | 2 | |
| 2.4 | 1 | |
| 2.43 | 1 | |
| 2.45 | 1 |
| Value | Count | Frequency (%) |
| 17.77 | 1 | |
| 17.19 | 1 | |
| 17.17 | 1 | |
| 16.99 | 1 | |
| 16.55 | 1 | |
| 16.42 | 1 | |
| 16.2 | 1 | |
| 15.98 | 1 | |
| 15.86 | 1 | |
| 15.85 | 1 |
total_intl_minutes
Real number (ℝ)
| Distinct | 168 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 10.256071 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5.7 |
| Q1 | 8.5 |
| median | 10.3 |
| Q3 | 12 |
| 95-th percentile | 14.6 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3.5 |
Descriptive statistics
| Standard deviation | 2.7601017 |
|---|---|
| Coefficient of variation (CV) | 0.26911883 |
| Kurtosis | 0.70295119 |
| Mean | 10.256071 |
| Median Absolute Deviation (MAD) | 1.8 |
| Skewness | -0.24135954 |
| Sum | 43588.3 |
| Variance | 7.6181615 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 11.1 | 75 | 1.8% |
| 9.8 | 73 | 1.7% |
| 11.4 | 73 | 1.7% |
| 10.2 | 72 | 1.7% |
| 10.9 | 71 | 1.7% |
| 11.3 | 70 | 1.6% |
| 10.1 | 69 | 1.6% |
| 9.7 | 68 | 1.6% |
| 10.5 | 66 | 1.6% |
| 9.5 | 66 | 1.6% |
| Other values (158) | 3547 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.4 | 1 | < 0.1% |
| 1.1 | 2 | < 0.1% |
| 1.3 | 1 | < 0.1% |
| 2 | 2 | < 0.1% |
| 2.1 | 2 | < 0.1% |
| 2.2 | 2 | < 0.1% |
| 2.4 | 1 | < 0.1% |
| 2.5 | 1 | < 0.1% |
| 2.6 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19.7 | 2 | |
| 19.3 | 1 | < 0.1% |
| 19.2 | 1 | < 0.1% |
| 18.9 | 1 | < 0.1% |
| 18.5 | 1 | < 0.1% |
| 18.4 | 1 | < 0.1% |
| 18.3 | 1 | < 0.1% |
| 18.2 | 2 | |
| 18 | 3 |
total_intl_calls
Real number (ℝ)
| Distinct | 21 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.4263529 |
| Minimum | 0 |
|---|---|
| Maximum | 20 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 3 |
| median | 4 |
| Q3 | 6 |
| 95-th percentile | 9 |
| Maximum | 20 |
| Range | 20 |
| Interquartile range (IQR) | 3 |
Descriptive statistics
| Standard deviation | 2.4630691 |
|---|---|
| Coefficient of variation (CV) | 0.55645565 |
| Kurtosis | 3.2632275 |
| Mean | 4.4263529 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.3601222 |
| Sum | 18812 |
| Variance | 6.0667095 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 847 | |
| 4 | 795 | |
| 2 | 644 | |
| 5 | 598 | |
| 6 | 408 | |
| 7 | 272 | 6.4% |
| 1 | 226 | 5.3% |
| 8 | 153 | 3.6% |
| 9 | 126 | 3.0% |
| 10 | 59 | 1.4% |
| Other values (11) | 122 | 2.9% |
| Value | Count | Frequency (%) |
| 0 | 22 | 0.5% |
| 1 | 226 | 5.3% |
| 2 | 644 | |
| 3 | 847 | |
| 4 | 795 | |
| 5 | 598 | |
| 6 | 408 | |
| 7 | 272 | 6.4% |
| 8 | 153 | 3.6% |
| 9 | 126 | 3.0% |
| Value | Count | Frequency (%) |
| 20 | 1 | < 0.1% |
| 19 | 1 | < 0.1% |
| 18 | 4 | 0.1% |
| 17 | 1 | < 0.1% |
| 16 | 7 | 0.2% |
| 15 | 9 | 0.2% |
| 14 | 5 | 0.1% |
| 13 | 16 | |
| 12 | 18 | |
| 11 | 38 |
total_intl_charge
Real number (ℝ)
| Distinct | 168 |
|---|---|
| Distinct (%) | 4.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2.7696541 |
| Minimum | 0 |
|---|---|
| Maximum | 5.4 |
| Zeros | 22 |
| Zeros (%) | 0.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1.54 |
| Q1 | 2.3 |
| median | 2.78 |
| Q3 | 3.24 |
| 95-th percentile | 3.94 |
| Maximum | 5.4 |
| Range | 5.4 |
| Interquartile range (IQR) | 0.94 |
Descriptive statistics
| Standard deviation | 0.74520414 |
|---|---|
| Coefficient of variation (CV) | 0.26906036 |
| Kurtosis | 0.70332127 |
| Mean | 2.7696541 |
| Median Absolute Deviation (MAD) | 0.48 |
| Skewness | -0.24167067 |
| Sum | 11771.03 |
| Variance | 0.5553292 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 75 | 1.8% |
| 2.65 | 73 | 1.7% |
| 3.08 | 73 | 1.7% |
| 2.75 | 72 | 1.7% |
| 2.94 | 71 | 1.7% |
| 3.05 | 70 | 1.6% |
| 2.73 | 69 | 1.6% |
| 2.62 | 68 | 1.6% |
| 2.84 | 66 | 1.6% |
| 2.57 | 66 | 1.6% |
| Other values (158) | 3547 |
| Value | Count | Frequency (%) |
| 0 | 22 | |
| 0.11 | 1 | < 0.1% |
| 0.3 | 2 | < 0.1% |
| 0.35 | 1 | < 0.1% |
| 0.54 | 2 | < 0.1% |
| 0.57 | 2 | < 0.1% |
| 0.59 | 2 | < 0.1% |
| 0.65 | 1 | < 0.1% |
| 0.68 | 1 | < 0.1% |
| 0.7 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 5.4 | 1 | < 0.1% |
| 5.32 | 2 | |
| 5.21 | 1 | < 0.1% |
| 5.18 | 1 | < 0.1% |
| 5.1 | 1 | < 0.1% |
| 5 | 1 | < 0.1% |
| 4.97 | 1 | < 0.1% |
| 4.94 | 1 | < 0.1% |
| 4.91 | 2 | |
| 4.86 | 3 |
number_customer_service_calls
Real number (ℝ)
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.5590588 |
| Minimum | 0 |
|---|---|
| Maximum | 9 |
| Zeros | 886 |
| Zeros (%) | 20.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 33.3 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 1 |
| Q3 | 2 |
| 95-th percentile | 4 |
| Maximum | 9 |
| Range | 9 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.3114335 |
|---|---|
| Coefficient of variation (CV) | 0.84117001 |
| Kurtosis | 1.6556188 |
| Mean | 1.5590588 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 1.0826916 |
| Sum | 6626 |
| Variance | 1.7198579 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1 | 1524 | |
| 2 | 947 | |
| 0 | 886 | |
| 3 | 558 | 13.1% |
| 4 | 209 | 4.9% |
| 5 | 81 | 1.9% |
| 6 | 28 | 0.7% |
| 7 | 13 | 0.3% |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 886 | |
| 1 | 1524 | |
| 2 | 947 | |
| 3 | 558 | 13.1% |
| 4 | 209 | 4.9% |
| 5 | 81 | 1.9% |
| 6 | 28 | 0.7% |
| 7 | 13 | 0.3% |
| 8 | 2 | < 0.1% |
| 9 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 9 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| 7 | 13 | 0.3% |
| 6 | 28 | 0.7% |
| 5 | 81 | 1.9% |
| 4 | 209 | 4.9% |
| 3 | 558 | 13.1% |
| 2 | 947 | |
| 1 | 1524 | |
| 0 | 886 |
churn
Boolean
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 4.3 KiB |
| False | |
|---|---|
| True |
| Value | Count | Frequency (%) |
| False | 3652 | |
| True | 598 | 14.1% |
| account_length | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | state | area_code | international_plan | voice_mail_plan | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| account_length | 1.000 | -0.003 | 0.000 | 0.019 | 0.000 | -0.014 | 0.005 | -0.014 | -0.007 | -0.001 | -0.007 | 0.012 | 0.019 | 0.012 | -0.007 | 0.010 | 0.008 | 0.000 | 0.000 | 0.000 |
| number_vmail_messages | -0.003 | 1.000 | 0.007 | -0.011 | 0.007 | 0.015 | 0.004 | 0.015 | 0.011 | 0.006 | 0.011 | 0.002 | -0.005 | 0.002 | -0.024 | 0.000 | 0.000 | 0.000 | 0.998 | 0.112 |
| total_day_minutes | 0.000 | 0.007 | 1.000 | 0.003 | 1.000 | -0.015 | 0.005 | -0.015 | 0.002 | -0.004 | 0.002 | -0.024 | -0.000 | -0.024 | -0.007 | 0.000 | 0.038 | 0.051 | 0.036 | 0.372 |
| total_day_calls | 0.019 | -0.011 | 0.003 | 1.000 | 0.003 | 0.009 | 0.010 | 0.009 | 0.002 | 0.003 | 0.002 | 0.006 | 0.008 | 0.006 | -0.021 | 0.000 | 0.037 | 0.000 | 0.000 | 0.033 |
| total_day_charge | 0.000 | 0.007 | 1.000 | 0.003 | 1.000 | -0.015 | 0.005 | -0.015 | 0.002 | -0.004 | 0.002 | -0.024 | -0.000 | -0.024 | -0.007 | 0.000 | 0.037 | 0.052 | 0.036 | 0.371 |
| total_eve_minutes | -0.014 | 0.015 | -0.015 | 0.009 | -0.015 | 1.000 | 0.001 | 1.000 | -0.019 | 0.013 | -0.019 | 0.006 | 0.015 | 0.006 | -0.014 | 0.006 | 0.000 | 0.000 | 0.019 | 0.077 |
| total_eve_calls | 0.005 | 0.004 | 0.005 | 0.010 | 0.005 | 0.001 | 1.000 | 0.001 | 0.012 | -0.016 | 0.012 | -0.022 | -0.001 | -0.022 | 0.010 | 0.029 | 0.000 | 0.000 | 0.000 | 0.000 |
| total_eve_charge | -0.014 | 0.015 | -0.015 | 0.009 | -0.015 | 1.000 | 0.001 | 1.000 | -0.019 | 0.013 | -0.019 | 0.006 | 0.015 | 0.006 | -0.014 | 0.000 | 0.000 | 0.000 | 0.017 | 0.077 |
| total_night_minutes | -0.007 | 0.011 | 0.002 | 0.002 | 0.002 | -0.019 | 0.012 | -0.019 | 1.000 | 0.011 | 1.000 | -0.002 | -0.020 | -0.002 | -0.023 | 0.017 | 0.000 | 0.040 | 0.031 | 0.029 |
| total_night_calls | -0.001 | 0.006 | -0.004 | 0.003 | -0.004 | 0.013 | -0.016 | 0.013 | 0.011 | 1.000 | 0.011 | 0.006 | 0.004 | 0.006 | -0.001 | 0.007 | 0.000 | 0.000 | 0.000 | 0.000 |
| total_night_charge | -0.007 | 0.011 | 0.002 | 0.002 | 0.002 | -0.019 | 0.012 | -0.019 | 1.000 | 0.011 | 1.000 | -0.002 | -0.020 | -0.002 | -0.023 | 0.009 | 0.000 | 0.038 | 0.031 | 0.028 |
| total_intl_minutes | 0.012 | 0.002 | -0.024 | 0.006 | -0.024 | 0.006 | -0.022 | 0.006 | -0.002 | 0.006 | -0.002 | 1.000 | 0.007 | 1.000 | -0.018 | 0.029 | 0.019 | 0.000 | 0.000 | 0.051 |
| total_intl_calls | 0.019 | -0.005 | -0.000 | 0.008 | -0.000 | 0.015 | -0.001 | 0.015 | -0.020 | 0.004 | -0.020 | 0.007 | 1.000 | 0.007 | -0.007 | 0.008 | 0.011 | 0.000 | 0.000 | 0.074 |
| total_intl_charge | 0.012 | 0.002 | -0.024 | 0.006 | -0.024 | 0.006 | -0.022 | 0.006 | -0.002 | 0.006 | -0.002 | 1.000 | 0.007 | 1.000 | -0.018 | 0.029 | 0.019 | 0.000 | 0.000 | 0.051 |
| number_customer_service_calls | -0.007 | -0.024 | -0.007 | -0.021 | -0.007 | -0.014 | 0.010 | -0.014 | -0.023 | -0.001 | -0.023 | -0.018 | -0.007 | -0.018 | 1.000 | 0.023 | 0.000 | 0.000 | 0.038 | 0.315 |
| state | 0.010 | 0.000 | 0.000 | 0.000 | 0.000 | 0.006 | 0.029 | 0.000 | 0.017 | 0.007 | 0.009 | 0.029 | 0.008 | 0.029 | 0.023 | 1.000 | 0.016 | 0.019 | 0.000 | 0.092 |
| area_code | 0.008 | 0.000 | 0.038 | 0.037 | 0.037 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.011 | 0.019 | 0.000 | 0.016 | 1.000 | 0.019 | 0.000 | 0.000 |
| international_plan | 0.000 | 0.000 | 0.051 | 0.000 | 0.052 | 0.000 | 0.000 | 0.000 | 0.040 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 0.000 | 0.019 | 0.019 | 1.000 | 0.000 | 0.257 |
| voice_mail_plan | 0.000 | 0.998 | 0.036 | 0.000 | 0.036 | 0.019 | 0.000 | 0.017 | 0.031 | 0.000 | 0.031 | 0.000 | 0.000 | 0.000 | 0.038 | 0.000 | 0.000 | 0.000 | 1.000 | 0.113 |
| churn | 0.000 | 0.112 | 0.372 | 0.033 | 0.371 | 0.077 | 0.000 | 0.077 | 0.029 | 0.000 | 0.028 | 0.051 | 0.074 | 0.051 | 0.315 | 0.092 | 0.000 | 0.257 | 0.113 | 1.000 |
| state | account_length | area_code | international_plan | voice_mail_plan | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | OH | 107 | area_code_415 | no | yes | 26 | 161.6 | 123 | 27.47 | 195.5 | 103 | 16.62 | 254.4 | 103 | 11.45 | 13.7 | 3 | 3.70 | 1 | no |
| 1 | NJ | 137 | area_code_415 | no | no | 0 | 243.4 | 114 | 41.38 | 121.2 | 110 | 10.30 | 162.6 | 104 | 7.32 | 12.2 | 5 | 3.29 | 0 | no |
| 2 | OH | 84 | area_code_408 | yes | no | 0 | 299.4 | 71 | 50.90 | 61.9 | 88 | 5.26 | 196.9 | 89 | 8.86 | 6.6 | 7 | 1.78 | 2 | no |
| 3 | OK | 75 | area_code_415 | yes | no | 0 | 166.7 | 113 | 28.34 | 148.3 | 122 | 12.61 | 186.9 | 121 | 8.41 | 10.1 | 3 | 2.73 | 3 | no |
| 4 | MA | 121 | area_code_510 | no | yes | 24 | 218.2 | 88 | 37.09 | 348.5 | 108 | 29.62 | 212.6 | 118 | 9.57 | 7.5 | 7 | 2.03 | 3 | no |
| 5 | MO | 147 | area_code_415 | yes | no | 0 | 157.0 | 79 | 26.69 | 103.1 | 94 | 8.76 | 211.8 | 96 | 9.53 | 7.1 | 6 | 1.92 | 0 | no |
| 6 | LA | 117 | area_code_408 | no | no | 0 | 184.5 | 97 | 31.37 | 351.6 | 80 | 29.89 | 215.8 | 90 | 9.71 | 8.7 | 4 | 2.35 | 1 | no |
| 7 | WV | 141 | area_code_415 | yes | yes | 37 | 258.6 | 84 | 43.96 | 222.0 | 111 | 18.87 | 326.4 | 97 | 14.69 | 11.2 | 5 | 3.02 | 0 | no |
| 8 | IN | 65 | area_code_415 | no | no | 0 | 129.1 | 137 | 21.95 | 228.5 | 83 | 19.42 | 208.8 | 111 | 9.40 | 12.7 | 6 | 3.43 | 4 | yes |
| 9 | RI | 74 | area_code_415 | no | no | 0 | 187.7 | 127 | 31.91 | 163.4 | 148 | 13.89 | 196.0 | 94 | 8.82 | 9.1 | 5 | 2.46 | 0 | no |
| state | account_length | area_code | international_plan | voice_mail_plan | number_vmail_messages | total_day_minutes | total_day_calls | total_day_charge | total_eve_minutes | total_eve_calls | total_eve_charge | total_night_minutes | total_night_calls | total_night_charge | total_intl_minutes | total_intl_calls | total_intl_charge | number_customer_service_calls | churn | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 4240 | AR | 127 | area_code_415 | no | yes | 27 | 157.6 | 107 | 26.79 | 280.6 | 49 | 23.85 | 75.1 | 77 | 3.38 | 8.0 | 4 | 2.16 | 1 | no |
| 4241 | WA | 80 | area_code_510 | no | no | 0 | 157.0 | 101 | 26.69 | 208.8 | 127 | 17.75 | 113.3 | 109 | 5.10 | 16.2 | 2 | 4.37 | 2 | no |
| 4242 | MN | 150 | area_code_408 | no | no | 0 | 170.0 | 115 | 28.90 | 162.7 | 138 | 13.83 | 267.2 | 77 | 12.02 | 8.3 | 2 | 2.24 | 0 | no |
| 4243 | ND | 140 | area_code_510 | no | no | 0 | 244.7 | 115 | 41.60 | 258.6 | 101 | 21.98 | 231.3 | 112 | 10.41 | 7.5 | 6 | 2.03 | 1 | yes |
| 4244 | AZ | 97 | area_code_510 | no | no | 0 | 252.6 | 89 | 42.94 | 340.3 | 91 | 28.93 | 256.5 | 67 | 11.54 | 8.8 | 5 | 2.38 | 1 | yes |
| 4245 | MT | 83 | area_code_415 | no | no | 0 | 188.3 | 70 | 32.01 | 243.8 | 88 | 20.72 | 213.7 | 79 | 9.62 | 10.3 | 6 | 2.78 | 0 | no |
| 4246 | WV | 73 | area_code_408 | no | no | 0 | 177.9 | 89 | 30.24 | 131.2 | 82 | 11.15 | 186.2 | 89 | 8.38 | 11.5 | 6 | 3.11 | 3 | no |
| 4247 | NC | 75 | area_code_408 | no | no | 0 | 170.7 | 101 | 29.02 | 193.1 | 126 | 16.41 | 129.1 | 104 | 5.81 | 6.9 | 7 | 1.86 | 1 | no |
| 4248 | HI | 50 | area_code_408 | no | yes | 40 | 235.7 | 127 | 40.07 | 223.0 | 126 | 18.96 | 297.5 | 116 | 13.39 | 9.9 | 5 | 2.67 | 2 | no |
| 4249 | VT | 86 | area_code_415 | no | yes | 34 | 129.4 | 102 | 22.00 | 267.1 | 104 | 22.70 | 154.8 | 100 | 6.97 | 9.3 | 16 | 2.51 | 0 | no |